Key Laboratory of Advanced Process Control for Light Industry, Ministry of Education, Jiangnan University, Wuxi 214122, China; School of IoT (Internet of Things), Jiangnan University, Wuxi 214122, China.
Department of Biomedical, Biological & Chemical Engineering, University of Missouri, Columbia, MO 65211, USA.
Sci Total Environ. 2024 Dec 1;954:176560. doi: 10.1016/j.scitotenv.2024.176560. Epub 2024 Sep 30.
Reports on the influences of spring frost on crop losses are not consistent, which may be because insufficient indicators of spring frost were included in the analysis. To bridge this gap, we analyzed global temperature datasets and production data for the three major crops of maize, winter wheat, and rice from 1981 to 2016. Five indicators of spring frost events: temperature fluctuation (T), temperature difference (T), duration (T), occurrence date (T), and frequency (T) were considered to assess their relationship with yield losses. Linear regression was employed to analyze the change trends in five indicators and random forest was utilized to investigate the relationship between yield loss and indicators of spring frost. Our findings reveal that, despite a decline in the number of spring frost events during global warming, not all the five indicators declined over time. T is the most important indicator for yield losses in maize and winter wheat, which shows an increasing trend in their growing regions and provides an explanation for the increasing yield losses of maize and winter wheat over time. T is the most important indicator of rice yield losses but it shows a decreasing trend in rice-growing areas, which explains why rice yield losses from spring frosts in recent years are not significant.
关于春霜冻对作物损失影响的报告并不一致,这可能是因为分析中没有包含足够的春霜冻指标。为了弥补这一差距,我们分析了全球温度数据集以及 1981 年至 2016 年玉米、冬小麦和水稻三大作物的生产数据。我们考虑了春霜冻事件的五个指标:温度波动(T)、温差(T)、持续时间(T)、发生日期(T)和频率(T),以评估它们与产量损失的关系。我们采用线性回归分析了五个指标的变化趋势,并利用随机森林分析了产量损失与春霜冻指标之间的关系。研究结果表明,尽管在全球变暖的情况下春霜冻事件的数量有所减少,但并非所有五个指标都随时间呈下降趋势。T 是玉米和冬小麦产量损失的最重要指标,在其生长地区呈上升趋势,这解释了为什么玉米和冬小麦的产量损失随时间呈上升趋势。T 是水稻产量损失的最重要指标,但在水稻生长地区呈下降趋势,这解释了为什么近年来春霜冻对水稻产量的损失并不显著。